diff --git a/CHANGELOG.next.asciidoc b/CHANGELOG.next.asciidoc
index ea10f9c2dac1..433d185c0c8e 100644
--- a/CHANGELOG.next.asciidoc
+++ b/CHANGELOG.next.asciidoc
@@ -112,6 +112,7 @@ https://github.com/elastic/beats/compare/v7.0.0-alpha2...master[Check the HEAD d
 
 - Fix NPE on some monitor configuration errors. {pull}11910[11910]
 - Fix NPEs / resource leaks when executing config checks. {pull}11165[11165]
+- Fix duplicated IPs on `mode: all` monitors. {pull}12458[12458]
 
 *Journalbeat*
 
diff --git a/heartbeat/monitors/task.go b/heartbeat/monitors/task.go
index 6ea1257339ba..dc5e1831a338 100644
--- a/heartbeat/monitors/task.go
+++ b/heartbeat/monitors/task.go
@@ -138,12 +138,12 @@ func runPublishJob(job jobs.Job, client beat.Client) []scheduler.TaskFunc {
 		Fields: common.MapStr{},
 	}
 
-	next, err := job(event)
+	conts, err := job(event)
 	if err != nil {
 		logp.Err("Job %v failed with: ", err)
 	}
 
-	hasContinuations := len(next) > 0
+	hasContinuations := len(conts) > 0
 
 	if event.Fields != nil && !eventext.IsEventCancelled(event) {
 		// If continuations are present we defensively publish a clone of the event
@@ -162,15 +162,20 @@ func runPublishJob(job jobs.Job, client beat.Client) []scheduler.TaskFunc {
 		}
 	}
 
-	if len(next) == 0 {
+	if !hasContinuations {
 		return nil
 	}
 
-	continuations := make([]scheduler.TaskFunc, len(next))
-	for i, n := range next {
-		continuations[i] = func() []scheduler.TaskFunc {
-			return runPublishJob(n, client)
+	contTasks := make([]scheduler.TaskFunc, len(conts))
+	for i, cont := range conts {
+		// Move the continuation into the local block scope
+		// This is important since execution is deferred
+		// Without this only the last continuation will be executed len(conts) times
+		localCont := cont
+
+		contTasks[i] = func() []scheduler.TaskFunc {
+			return runPublishJob(localCont, client)
 		}
 	}
-	return continuations
+	return contTasks
 }
diff --git a/heartbeat/monitors/task_test.go b/heartbeat/monitors/task_test.go
index 56e832dc4a3d..218ee31bafab 100644
--- a/heartbeat/monitors/task_test.go
+++ b/heartbeat/monitors/task_test.go
@@ -30,10 +30,13 @@ import (
 )
 
 func Test_runPublishJob(t *testing.T) {
-	simpleJob := func(event *beat.Event) (j []jobs.Job, e error) {
-		eventext.MergeEventFields(event, common.MapStr{"foo": "bar"})
-		return nil, nil
+	defineJob := func(fields common.MapStr) func(event *beat.Event) (j []jobs.Job, e error) {
+		return func(event *beat.Event) (j []jobs.Job, e error) {
+			eventext.MergeEventFields(event, fields)
+			return nil, nil
+		}
 	}
+	simpleJob := defineJob(common.MapStr{"foo": "bar"})
 
 	testCases := []struct {
 		name       string
@@ -58,6 +61,21 @@ func Test_runPublishJob(t *testing.T) {
 				mapval.MustCompile(mapval.Map{"foo": "bar"}),
 			},
 		},
+		{
+			"multiple conts",
+			func(event *beat.Event) (j []jobs.Job, e error) {
+				simpleJob(event)
+				return []jobs.Job{
+					defineJob(common.MapStr{"baz": "bot"}),
+					defineJob(common.MapStr{"blah": "blargh"}),
+				}, nil
+			},
+			[]mapval.Validator{
+				mapval.MustCompile(mapval.Map{"foo": "bar"}),
+				mapval.MustCompile(mapval.Map{"baz": "bot"}),
+				mapval.MustCompile(mapval.Map{"blah": "blargh"}),
+			},
+		},
 		{
 			"cancelled cont",
 			func(event *beat.Event) (j []jobs.Job, e error) {